BR112022025218A2 - METHOD AND DEVICE FOR CONTROLLING REFRIGERATION EQUIPMENT, COMPUTER DEVICE AND COMPUTER READABLE MEDIA - Google Patents
METHOD AND DEVICE FOR CONTROLLING REFRIGERATION EQUIPMENT, COMPUTER DEVICE AND COMPUTER READABLE MEDIAInfo
- Publication number
- BR112022025218A2 BR112022025218A2 BR112022025218A BR112022025218A BR112022025218A2 BR 112022025218 A2 BR112022025218 A2 BR 112022025218A2 BR 112022025218 A BR112022025218 A BR 112022025218A BR 112022025218 A BR112022025218 A BR 112022025218A BR 112022025218 A2 BR112022025218 A2 BR 112022025218A2
- Authority
- BR
- Brazil
- Prior art keywords
- refrigeration equipment
- present day
- computer
- neural network
- network model
- Prior art date
Links
- 238000005057 refrigeration Methods 0.000 title abstract 8
- 238000000034 method Methods 0.000 title abstract 3
- 238000003062 neural network model Methods 0.000 abstract 3
- 238000001816 cooling Methods 0.000 abstract 2
Classifications
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- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F24—HEATING; RANGES; VENTILATING
- F24F—AIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
- F24F11/00—Control or safety arrangements
- F24F11/62—Control or safety arrangements characterised by the type of control or by internal processing, e.g. using fuzzy logic, adaptive control or estimation of values
- F24F11/63—Electronic processing
- F24F11/64—Electronic processing using pre-stored data
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F24—HEATING; RANGES; VENTILATING
- F24F—AIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
- F24F11/00—Control or safety arrangements
- F24F11/30—Control or safety arrangements for purposes related to the operation of the system, e.g. for safety or monitoring
- F24F11/32—Responding to malfunctions or emergencies
- F24F11/38—Failure diagnosis
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F24—HEATING; RANGES; VENTILATING
- F24F—AIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
- F24F11/00—Control or safety arrangements
- F24F11/30—Control or safety arrangements for purposes related to the operation of the system, e.g. for safety or monitoring
- F24F11/46—Improving electric energy efficiency or saving
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F24—HEATING; RANGES; VENTILATING
- F24F—AIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
- F24F11/00—Control or safety arrangements
- F24F11/50—Control or safety arrangements characterised by user interfaces or communication
- F24F11/61—Control or safety arrangements characterised by user interfaces or communication using timers
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F24—HEATING; RANGES; VENTILATING
- F24F—AIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
- F24F11/00—Control or safety arrangements
- F24F11/70—Control systems characterised by their outputs; Constructional details thereof
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F24—HEATING; RANGES; VENTILATING
- F24F—AIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
- F24F2110/00—Control inputs relating to air properties
- F24F2110/10—Temperature
- F24F2110/12—Temperature of the outside air
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F24—HEATING; RANGES; VENTILATING
- F24F—AIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
- F24F2130/00—Control inputs relating to environmental factors not covered by group F24F2110/00
- F24F2130/10—Weather information or forecasts
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F24—HEATING; RANGES; VENTILATING
- F24F—AIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
- F24F2140/00—Control inputs relating to system states
- F24F2140/50—Load
Landscapes
- Engineering & Computer Science (AREA)
- Combustion & Propulsion (AREA)
- Mechanical Engineering (AREA)
- General Engineering & Computer Science (AREA)
- Chemical & Material Sciences (AREA)
- Signal Processing (AREA)
- Physics & Mathematics (AREA)
- Fuzzy Systems (AREA)
- Mathematical Physics (AREA)
- Human Computer Interaction (AREA)
- Biomedical Technology (AREA)
- Health & Medical Sciences (AREA)
- Air Conditioning Control Device (AREA)
- Feedback Control In General (AREA)
Abstract
MÉTODO E DISPOSITIVO DE CONTROLE DE EQUIPAMENTO DE REFRIGERAÇÃO, DISPOSITIVO COMPUTACIONAL E MEIO LEGÍVEL POR COMPUTADOR. A presente descrição fornece um método de controle de equipamento de refrigeração, incluindo: determinação de uma temperatura externa atual; a inserção de dados históricos de amostra do mesmo período das cargas dos equipamentos de refrigeração e um fator de impacto predefinido em um primeiro modelo de rede neural como um primeiro parâmetro de entrada para obter uma carga prevista dos equipamentos de refrigeração no presente dia; a inserção de dados históricos de amostra do mesmo período das temperaturas externas e a carga prevista do equipamento de refrigeração no presente dia em um segundo modelo de rede neural como um segundo parâmetro de entrada para obter uma temperatura interna prevista no presente dia; a inserção da temperatura interna prevista no presente dia e um fator de eficiência de refrigeração predefinido em um terceiro modelo de rede neural como um terceiro parâmetro de entrada para obter parâmetros de controle ideais do equipamento de refrigeração no presente dia; e o controle do equipamento de refrigeração para operar de acordo com os parâmetros de controle ideais. A presente descrição fornece ainda um dispositivo de controle de equipamento de refrigeração, um dispositivo computacional e um meio legível por computador.METHOD AND DEVICE FOR CONTROLLING REFRIGERATION EQUIPMENT, COMPUTATIONAL DEVICE AND COMPUTER READABLE MEDIA. The present description provides a method of controlling refrigeration equipment, including: determining a current outdoor temperature; inserting sample historical data from the same period of refrigeration equipment loads and a predefined impact factor into a first neural network model as a first input parameter to obtain a predicted load of refrigeration equipment on the present day; inserting sample historical data from the same period of outdoor temperatures and the predicted load of refrigeration equipment on the present day into a second neural network model as a second input parameter to obtain a predicted indoor temperature on the present day; inserting the predicted indoor temperature on the present day and a predefined cooling efficiency factor into a third neural network model as a third input parameter to obtain optimal control parameters of the cooling equipment on the present day; and controlling refrigeration equipment to operate within optimal control parameters. The present description further provides a refrigeration equipment control device, a computing device and a computer-readable medium.
Applications Claiming Priority (2)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN202010523728.8A CN113776171B (en) | 2020-06-10 | 2020-06-10 | Refrigeration equipment control method, refrigeration equipment control device, computer equipment and computer readable medium |
PCT/CN2021/099313 WO2021249461A1 (en) | 2020-06-10 | 2021-06-10 | Method and apparatus for controlling refrigeration device, computer device, and computer readable medium |
Publications (1)
Publication Number | Publication Date |
---|---|
BR112022025218A2 true BR112022025218A2 (en) | 2023-01-03 |
Family
ID=78834644
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
BR112022025218A BR112022025218A2 (en) | 2020-06-10 | 2021-06-10 | METHOD AND DEVICE FOR CONTROLLING REFRIGERATION EQUIPMENT, COMPUTER DEVICE AND COMPUTER READABLE MEDIA |
Country Status (5)
Country | Link |
---|---|
EP (1) | EP4166862A4 (en) |
JP (1) | JP7473690B2 (en) |
CN (1) | CN113776171B (en) |
BR (1) | BR112022025218A2 (en) |
WO (1) | WO2021249461A1 (en) |
Families Citing this family (12)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN114222477B (en) * | 2021-12-13 | 2024-09-03 | 中国联合网络通信集团有限公司 | Energy-saving control method, device, storage medium and program product for data center |
CN114593474B (en) * | 2022-03-11 | 2023-12-19 | 广东美的暖通设备有限公司 | Spraying control method and device, electronic equipment and storage medium |
CN114626616B (en) * | 2022-03-21 | 2023-11-21 | 特斯联科技集团有限公司 | Optimal operation method and system for recycling CCHP (CCHP) from high-temperature tail gas waste heat in park |
CN115111747A (en) * | 2022-06-10 | 2022-09-27 | 青岛海尔空调器有限总公司 | Air conditioning system control method and device, electronic equipment, storage medium and product |
CN115164361B (en) * | 2022-06-13 | 2024-06-07 | 中国电信股份有限公司 | Data center control method and device, electronic equipment and storage medium |
CN115789911B (en) * | 2022-11-17 | 2024-05-03 | 中国联合网络通信集团有限公司 | Air conditioner control method and device, electronic equipment and storage medium |
CN116608551B (en) * | 2023-05-19 | 2024-08-13 | 华润数字科技有限公司 | Cold load prediction method and device, electronic equipment and storage medium |
CN117234080B (en) * | 2023-09-21 | 2024-05-28 | 江苏亚奥科技股份有限公司 | Room temperature intelligent regulation and control method for large-scale moving ring monitoring scene |
CN117469774B (en) * | 2023-12-28 | 2024-04-02 | 北京市农林科学院智能装备技术研究中心 | Air conditioning system regulation and control method and device, electronic equipment and storage medium |
CN117704566B (en) * | 2024-01-15 | 2024-08-16 | 南京龟兔赛跑软件研究院有限公司 | Indoor temperature and humidity control system and method based on new energy wind cabinet data identification |
CN117970986B (en) * | 2024-04-01 | 2024-06-14 | 广东热矩智能科技有限公司 | Temperature and humidity control method, device and medium of cold and hot system |
CN118192300A (en) * | 2024-04-10 | 2024-06-14 | 中建安装集团有限公司 | Simulation platform-based energy data management system and method |
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JP2704026B2 (en) * | 1990-05-08 | 1998-01-26 | 株式会社東芝 | Heat load prediction system |
JPH08210689A (en) * | 1995-02-07 | 1996-08-20 | Hitachi Plant Eng & Constr Co Ltd | System for estimating air-conditioning thermal load |
KR100830095B1 (en) * | 2007-11-12 | 2008-05-20 | 충남대학교산학협력단 | Prediction method for cooling load |
AU2010362490B2 (en) * | 2010-10-13 | 2015-09-03 | Weldtech Technology (Shanghai) Co., Ltd. | Energy-saving optimized control system and method for refrigeration plant room |
US10353355B2 (en) | 2015-05-18 | 2019-07-16 | Mitsubishi Electric Corporation | Indoor environment model creation device |
JP6807556B2 (en) * | 2015-10-01 | 2021-01-06 | パナソニックIpマネジメント株式会社 | Air conditioning control method, air conditioning control device and air conditioning control program |
CN105928292B (en) * | 2016-04-20 | 2018-05-22 | 山东三九制冷设备有限公司 | A kind of photovoltaic refrigeration storage system of load prediction based on neutral net and demand response control |
CN109130767B (en) * | 2017-06-28 | 2020-08-11 | 北京交通大学 | Passenger flow-based intelligent control method for rail transit station ventilation air-conditioning system |
JP6702376B2 (en) * | 2018-09-03 | 2020-06-03 | ダイキン工業株式会社 | Blower control device |
CN109341010B (en) * | 2018-09-19 | 2021-04-30 | 新智能源系统控制有限责任公司 | Energy supply integrated control method and device for air conditioning system of electric refrigerator |
KR102482043B1 (en) * | 2018-10-29 | 2022-12-26 | 에스케이텔레콤 주식회사 | Method And Apparatus for Predicting Cooling Load in Small Scale Data |
CN109323425B (en) * | 2018-11-15 | 2021-05-25 | 广东美的制冷设备有限公司 | Control method and device of air conditioner and readable storage medium |
CN109871987A (en) * | 2019-01-28 | 2019-06-11 | 中建八局第三建设有限公司 | A kind of intelligent building heating and ventilating equipment synthesis energy saving control method |
CN109945420B (en) * | 2019-03-26 | 2020-11-17 | 南京南瑞继保电气有限公司 | Air conditioner control method and device based on load prediction and computer storage medium |
CN110186156A (en) * | 2019-06-03 | 2019-08-30 | 西安锦威电子科技有限公司 | Refrigeration plant Fuzzy control system |
CN110410942B (en) * | 2019-07-30 | 2020-12-29 | 上海朗绿建筑科技股份有限公司 | Energy-saving optimization control method and system for cold and heat source machine room |
CN110864414B (en) * | 2019-10-30 | 2021-09-24 | 郑州电力高等专科学校 | Air conditioner power utilization load intelligent control scheduling method based on big data analysis |
-
2020
- 2020-06-10 CN CN202010523728.8A patent/CN113776171B/en active Active
-
2021
- 2021-06-10 BR BR112022025218A patent/BR112022025218A2/en unknown
- 2021-06-10 WO PCT/CN2021/099313 patent/WO2021249461A1/en unknown
- 2021-06-10 EP EP21821753.7A patent/EP4166862A4/en active Pending
- 2021-06-10 JP JP2022576079A patent/JP7473690B2/en active Active
Also Published As
Publication number | Publication date |
---|---|
CN113776171B (en) | 2024-02-13 |
WO2021249461A1 (en) | 2021-12-16 |
JP7473690B2 (en) | 2024-04-23 |
EP4166862A1 (en) | 2023-04-19 |
JP2023530628A (en) | 2023-07-19 |
CN113776171A (en) | 2021-12-10 |
EP4166862A4 (en) | 2024-06-26 |
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